When encoding an array of texture data elements to be used in a graphics processing system, the array of texture data elements is divided into a plurality of non-rectangular sub-sets of texture data elements, and each non-rectangular sub-set of texture data elements that the texture has been divided into is then encoded to generate an encoded texture data block representing that non-rectangular sub-set of the texture data elements, to thereby provide a set of encoded texture data blocks representing the texture.